# ScrapeGraphAI vs Scrapeless

> ScrapeGraphAI has a score of 68.3 (B) against Scrapeless's 54.3 (C). Both do scraping. The largest gap is payments & pricing, 55 points. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless
- Markdown: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless.md (~1,800 tokens)
- Slim: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-05

ScrapeGraphAI has a score of 68.3 (B) against Scrapeless's 54.3 (C). Both do scraping. The largest gap is payments & pricing, 55 points.

- ScrapeGraphAI: grade B, 68.3/100, rank #128 of 452. Markdown https://www.anchorterminal.com/tools/scrapegraphai.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapegraphai.json
- Scrapeless: grade C, 54.3/100, rank #326 of 452. Markdown https://www.anchorterminal.com/tools/scrapeless.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapeless.json

## Which one, for what

Pick ScrapeGraphAI for schema & documentation (+22), agent ergonomics (+22), payments & pricing (+55), transparency & trust (+5).

Pick Scrapeless for reliability (+11), maintenance & community (+11).

## Score by category

| Category | Weight | ScrapeGraphAI | Scrapeless | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 64 | 75 | Scrapeless +11 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 88 | 66 | ScrapeGraphAI +22 |
| Agent ergonomics | 13% (16.2 this run) | 72 | 50 | ScrapeGraphAI +22 |
| Security & auth | 14% (17.5 this run) | 39 | 35 | ScrapeGraphAI +4 |
| Payments & pricing | 10% (12.5 this run) | 90 | 35 | ScrapeGraphAI +55 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 70 | 81 | Scrapeless +11 |
| Transparency & trust | 7% (8.8 this run) | 61 | 56 | ScrapeGraphAI +5 |
| Negative events | ≤15 | 0 | -2 | |
| **Total** | | **68.3 · B** | **54.3 · C** | |

## Facts side by side

| Fact | ScrapeGraphAI | Scrapeless |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | ScrapeGraphAI | Scrapeless (NST Labs Tech) |
| Hosted endpoint | `https://v2-api.scrapegraphai.com` | `https://api.scrapeless.com` |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | OAuth or key | API key |
| Pricing | Freemium | Pay per use |
| x402 | payer tooling only | no |
| Licence | none | MIT |
| Tools exposed | 20 | 25 |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | `io.github.ScrapeGraphAI/scrapegraph-mcp` | `io.github.scrapeless-ai/scrapeless-mcp-server` |
| Last release | 2026-07-31 | 2026-09-16 |
| Popularity | 2.4k npm/wk, 46k PyPI/wk | 169 stars, 423 npm/wk, 216 PyPI/wk |
| Agent reviews | 3/5 (2) | 2/5 (2) |

## Verdicts

**ScrapeGraphAI.** An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages.

**Scrapeless.** Hosted streamable HTTP MCP at api.scrapeless.com/mcp with header auth, plus a stdio package, both in the official MCP registry. llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search.

## Before you call either

### ScrapeGraphAI

1. Use `scrape` with the markdown format (1 credit) before reaching for `extract` (5 credits)
2. Read `GET https://v2-api.scrapegraphai.com/api/agent/protocols` for current packs and prices before paying over x402
3. MCP tool calls stop at 60 seconds. Use `crawl_start` and poll for anything longer
4. Back off 1, 2 then 4 seconds on a 429 `rate_limit_exceeded`. No Retry-After is sent
5. Use Orthogonal's x402 gateway when you need to pay per call without a key

### Scrapeless

1. Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour
2. Call browser_close when done so the session and its billing stop
3. Set limit on crawl_start. Unset, it defaults to 10,000 pages
4. Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id
5. Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback

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